跑通商业化，小马智行为何还不被买单

Core Insights - The financial report for Pony.ai (小马智行) for the year 2025 shows steady revenue growth, significant reduction in losses, and ongoing commercialization efforts, particularly in autonomous driving services, which are showing signs of rapid expansion [2][3] Financial Performance - In 2025, Pony.ai achieved total revenue of $90 million, representing a year-on-year growth of 20% and an improvement in gross margin to 15.7% [3] - The net loss under GAAP was $76.8 million, a reduction of 72.1% year-on-year, indicating a significant alleviation of operational pressure [3] - The autonomous driving ride-hailing service was a standout, with revenue increasing by 128.6% year-on-year, and passenger fare revenue nearly quadrupling [3] Business Model Validation - As of March 2026, Pony.ai's autonomous taxi fleet exceeded 1,400 vehicles, making it a leader globally and the only company to achieve fully unmanned charging operations in major Chinese cities [5] - The company has achieved profitability on a per-vehicle basis in cities like Guangzhou and Shenzhen, indicating a viable business model for Level 4 autonomous driving [5] Market Concerns - Despite the positive financial indicators, the market remains cautious due to concerns over the quality of earnings, as the reduction in GAAP losses was partly due to changes in the fair value of financial assets rather than core business improvements [6] - The overall industry valuation is under pressure, as autonomous driving remains in a heavy investment phase with short-term profitability challenges [7] - There is a growing concern regarding the balance between rapid expansion and profitability, as the increase in fleet size and international market entry may delay profit realization [7] Long-term Outlook - The report suggests that while short-term stock performance may appear unimpressive, the long-term implications of transitioning from "can drive" to "can earn" are significant [7] - Key metrics such as fleet size, city coverage, and per-vehicle profitability have all seen breakthroughs, indicating a shift in the industry's commercial logic [7]